Cotton Crop Advisory & Field Observation Dataset 2004

This dataset originates from ICT-enabled agricultural and aquaculture advisory systems (eSagu™ / AgrIDS) implemented in India. It contains temporally ordered field images, crop observation records, and expert-generated advisories collected from sowing to harvest across multiple crops and aqua systems. Data was captured by trained coordinators and analyzed by agricultural experts without physical field visits. The dataset reflects real farm conditions, multilingual advisory text, and heterogeneous noise, making it ideal for data preprocessing, cleaning, normalization, structuring, and ML-readiness research.